| { | |
| "mean": [ | |
| 29.028148192477364, | |
| 0.7685549132947976, | |
| 0.15260115606936417, | |
| 0.006936416184971098, | |
| 0.014797687861271676, | |
| 0.0, | |
| 0.34959537572254334, | |
| 0.0, | |
| 0.06936416184971098, | |
| 0.004624277456647399, | |
| 0.058265895953757224, | |
| 0.09017341040462427, | |
| 0.18867052023121386, | |
| 0.006936416184971098, | |
| 0.23028901734104046, | |
| 0.04439306358381503, | |
| 0.014797687861271676, | |
| 0.0027745664739884392, | |
| 0.09710982658959537, | |
| 0.0027745664739884392, | |
| 0.11560693641618497, | |
| 0.0011560693641618498, | |
| 0.0027745664739884392, | |
| 0.09710982658959537, | |
| 5061.267514450867, | |
| 419113.38173410407, | |
| 415367.2988493303, | |
| 0.1692485549132948, | |
| 413670.53156069363, | |
| 0.2575722543352601, | |
| 413.2030057803468, | |
| 0.055491329479768786, | |
| 4.4763005780346825, | |
| 0.0, | |
| 1.0554913294797688, | |
| 1.8240462427745665, | |
| 6.750520231213873, | |
| 13.416647398843931, | |
| 1.218034682080925, | |
| 12.705202312138729, | |
| 62.67052023121387, | |
| 4.789364161849711, | |
| 28.624801572237402, | |
| 8.499549905082393, | |
| 11.610112068970079, | |
| 1.0, | |
| 0.40277456647398846, | |
| 0.5278612716763006, | |
| 10453.333333333334, | |
| 422.6666666666667, | |
| 43.333333333333336, | |
| 1223.25, | |
| 1113.75, | |
| 1810.0, | |
| 96.33333333333333, | |
| 40.649999698003136, | |
| 269.94166628519696, | |
| 324.3333333333333, | |
| 8.416666666666666, | |
| 35.333333333333336, | |
| 18.910816084289582, | |
| 16.392050143643036, | |
| 243.22255797046367, | |
| 3.1944508670520233 | |
| ], | |
| "scale": [ | |
| 3.1041677066766096, | |
| 0.4217561600560334, | |
| 0.35960261850499764, | |
| 0.0829957969747866, | |
| 0.12074235501772981, | |
| 1.0, | |
| 0.4768421636092736, | |
| 1.0, | |
| 0.254072381223593, | |
| 0.06784462775085053, | |
| 0.23424555774329966, | |
| 0.2864300376368528, | |
| 0.3912466677517355, | |
| 0.0829957969747866, | |
| 0.4210177975256749, | |
| 0.20596679220071845, | |
| 0.12074235501772909, | |
| 0.05260102902863372, | |
| 0.2961072578803945, | |
| 0.0526010290286337, | |
| 0.3197529869580254, | |
| 0.033981360593523975, | |
| 0.05260102902863369, | |
| 0.2961072578803945, | |
| 11929.61616276313, | |
| 6100473.100893826, | |
| 6100716.323838187, | |
| 0.37497130766634457, | |
| 6100830.297789359, | |
| 0.5497376165877587, | |
| 197.26431068090426, | |
| 0.22893676382863742, | |
| 1.9545601524187768, | |
| 1.0, | |
| 0.22893676382863742, | |
| 0.38078081955825765, | |
| 2.747308144620515, | |
| 5.0377350949857505, | |
| 1.6858056371346821, | |
| 5.0437423702852335, | |
| 29.313894164003376, | |
| 1.8667216945016867, | |
| 8.382944881775504, | |
| 1.9106927690961886, | |
| 5.750476170008533, | |
| 1.0, | |
| 0.4904561296138203, | |
| 0.4992231460384118, | |
| 4831.140468070922, | |
| 119.10033118717543, | |
| 23.19961685506729, | |
| 846.0870842689106, | |
| 419.8269732878058, | |
| 362.09460089871544, | |
| 29.550333707463455, | |
| 25.668446445301374, | |
| 285.8037277789368, | |
| 165.90124237697464, | |
| 0.6242773141816064, | |
| 28.986586936415584, | |
| 4.992034798897117, | |
| 2.4286824361046477, | |
| 590.0480231826563, | |
| 0.9809122592276406 | |
| ], | |
| "feature_names": [ | |
| "avg_line_length", | |
| "compute_bound_score", | |
| "has_attention", | |
| "has_backward", | |
| "has_batchnorm", | |
| "has_cat", | |
| "has_conv", | |
| "has_dropout", | |
| "has_embedding", | |
| "has_fft", | |
| "has_gelu", | |
| "has_layernorm", | |
| "has_linear", | |
| "has_loss", | |
| "has_matmul", | |
| "has_pooling", | |
| "has_reduce", | |
| "has_relu", | |
| "has_reshape", | |
| "has_sigmoid", | |
| "has_softmax", | |
| "has_sort", | |
| "has_tanh", | |
| "has_transpose", | |
| "max_dim", | |
| "max_numeric", | |
| "mean_numeric", | |
| "memory_bound_score", | |
| "min_numeric", | |
| "mixed_score", | |
| "num_chars", | |
| "num_class_defs", | |
| "num_dim_specs", | |
| "num_for_loops", | |
| "num_function_defs", | |
| "num_imports", | |
| "num_large_dims", | |
| "num_lines", | |
| "num_nn_calls", | |
| "num_numeric_literals", | |
| "num_tokens", | |
| "num_torch_calls", | |
| "product_large_dims_log", | |
| "sum_numeric_log", | |
| "total_elements_log", | |
| "uses_cuda", | |
| "uses_float16", | |
| "uses_float32", | |
| "cuda_cores", | |
| "tensor_cores", | |
| "memory_gb", | |
| "memory_bandwidth_gbps", | |
| "base_clock_mhz", | |
| "boost_clock_mhz", | |
| "sm_count", | |
| "fp32_tflops", | |
| "fp16_tflops", | |
| "tdp_watts", | |
| "compute_capability", | |
| "l2_cache_mb", | |
| "flops_log", | |
| "memory_bytes_log", | |
| "arithmetic_intensity", | |
| "dtype_bytes" | |
| ], | |
| "n_code_features": 48, | |
| "n_gpu_features": 12, | |
| "n_extra_features": 4, | |
| "code_feature_names": [ | |
| "avg_line_length", | |
| "compute_bound_score", | |
| "has_attention", | |
| "has_backward", | |
| "has_batchnorm", | |
| "has_cat", | |
| "has_conv", | |
| "has_dropout", | |
| "has_embedding", | |
| "has_fft", | |
| "has_gelu", | |
| "has_layernorm", | |
| "has_linear", | |
| "has_loss", | |
| "has_matmul", | |
| "has_pooling", | |
| "has_reduce", | |
| "has_relu", | |
| "has_reshape", | |
| "has_sigmoid", | |
| "has_softmax", | |
| "has_sort", | |
| "has_tanh", | |
| "has_transpose", | |
| "max_dim", | |
| "max_numeric", | |
| "mean_numeric", | |
| "memory_bound_score", | |
| "min_numeric", | |
| "mixed_score", | |
| "num_chars", | |
| "num_class_defs", | |
| "num_dim_specs", | |
| "num_for_loops", | |
| "num_function_defs", | |
| "num_imports", | |
| "num_large_dims", | |
| "num_lines", | |
| "num_nn_calls", | |
| "num_numeric_literals", | |
| "num_tokens", | |
| "num_torch_calls", | |
| "product_large_dims_log", | |
| "sum_numeric_log", | |
| "total_elements_log", | |
| "uses_cuda", | |
| "uses_float16", | |
| "uses_float32" | |
| ] | |
| } |